UDI
int64
Product ID
string
Type
string
Air temperature [K]
float64
Process temperature [K]
float64
Rotational speed [rpm]
int64
Torque [Nm]
float64
Tool wear [min]
int64
Machine failure
int64
TWF
int64
HDF
int64
PWF
int64
OSF
int64
RNF
int64
8,301
L55480
L
298.7
310.1
1,558
37.6
44
0
0
0
0
0
0
8,302
M23161
M
298.7
310.1
1,644
34.1
46
0
0
0
0
0
0
8,303
L55482
L
298.7
310.1
1,641
31.1
49
0
0
0
0
0
0
8,304
L55483
L
298.8
310.2
1,504
41
51
0
0
0
0
0
0
8,305
M23164
M
298.7
310.1
1,506
50.7
53
0
0
0
0
0
0
8,306
H37719
H
298.8
310.1
1,380
44
56
0
0
0
0
0
0
8,307
M23166
M
298.7
310.1
1,549
42.5
61
0
0
0
0
0
0
8,308
M23167
M
298.7
310.1
1,402
69.7
64
1
0
0
1
0
0
8,309
L55488
L
298.7
310.1
1,401
45.3
67
0
0
0
0
0
0
8,310
M23169
M
298.7
310
1,459
40.2
69
0
0
0
0
0
0
8,311
L55490
L
298.7
309.9
1,465
39.7
72
0
0
0
0
0
0
8,312
M23171
M
298.8
310
1,295
52.7
74
0
0
0
0
0
0
8,313
M23172
M
298.8
310
1,529
38.5
77
0
0
0
0
0
0
8,314
M23173
M
298.8
310
1,484
44.9
80
0
0
0
0
0
0
8,315
L55494
L
298.8
309.9
1,739
30.6
83
0
0
0
0
0
0
8,316
H37729
H
298.7
309.8
1,422
40.7
85
0
0
0
0
0
0
8,317
L55496
L
298.8
309.8
1,463
40
90
0
0
0
0
0
0
8,318
L55497
L
298.7
309.7
1,667
30.4
92
0
0
0
0
0
0
8,319
H37732
H
298.7
309.7
1,565
39.3
94
0
0
0
0
0
0
8,320
L55499
L
298.7
309.7
1,393
45.7
99
0
0
0
0
0
0
8,321
M23180
M
298.8
309.7
1,453
47.7
101
0
0
0
0
0
0
8,322
L55501
L
298.8
309.6
1,442
50
104
0
0
0
0
0
0
8,323
L55502
L
298.7
309.6
1,364
44.9
106
0
0
0
0
0
0
8,324
H37737
H
298.7
309.5
1,453
40.4
108
0
0
0
0
0
0
8,325
M23184
M
298.7
309.5
1,394
46
113
0
0
0
0
0
0
8,326
M23185
M
298.7
309.5
1,500
38.8
116
0
0
0
0
0
0
8,327
H37740
H
298.6
309.5
1,523
34.2
119
0
0
0
0
0
0
8,328
M23187
M
298.7
309.6
1,254
57.1
124
0
0
0
0
0
0
8,329
L55508
L
298.6
309.5
1,325
52.2
127
0
0
0
0
0
0
8,330
L55509
L
298.8
309.7
1,424
49.6
129
0
0
0
0
0
0
8,331
L55510
L
298.8
309.7
1,505
39
131
0
0
0
0
0
0
8,332
M23191
M
298.8
309.7
1,392
48.7
133
0
0
0
0
0
0
8,333
L55512
L
298.8
309.7
1,529
44
136
0
0
0
0
0
0
8,334
M23193
M
298.8
309.7
1,477
48.5
138
0
0
0
0
0
0
8,335
M23194
M
298.8
309.7
1,459
47.3
141
0
0
0
0
0
0
8,336
M23195
M
299
309.8
2,240
15.9
144
0
0
0
0
0
0
8,337
L55516
L
298.9
309.7
1,449
48.8
147
0
0
0
0
0
0
8,338
M23197
M
298.8
309.7
1,589
35.3
149
0
0
0
0
0
0
8,339
L55518
L
298.8
309.7
1,740
28.5
152
0
0
0
0
0
0
8,340
M23199
M
298.8
309.7
1,499
40.3
154
0
0
0
0
0
0
8,341
M23200
M
298.8
309.7
1,480
38.1
157
0
0
0
0
0
0
8,342
L55521
L
298.8
309.7
1,751
29.6
160
0
0
0
0
0
0
8,343
L55522
L
298.7
309.7
1,510
40.6
162
0
0
0
0
0
0
8,344
H37757
H
298.8
309.8
1,437
48.2
164
0
0
0
0
0
0
8,345
L55524
L
298.8
309.7
1,609
40.4
169
0
0
0
0
0
0
8,346
H37759
H
298.8
309.8
1,490
35.9
171
0
0
0
0
0
0
8,347
L55526
L
298.7
309.7
1,601
35.7
176
0
0
0
0
0
0
8,348
L55527
L
298.7
309.6
1,665
31.1
178
0
0
0
0
0
0
8,349
M23208
M
298.7
309.6
1,452
42.7
180
0
0
0
0
0
0
8,350
M23209
M
298.7
309.5
1,487
33.6
183
0
0
0
0
0
0
8,351
M23210
M
298.7
309.6
1,382
48.1
186
0
0
0
0
0
0
8,352
M23211
M
298.7
309.6
1,686
26.2
189
0
0
0
0
0
0
8,353
L55532
L
298.6
309.6
1,491
36.9
192
0
0
0
0
0
0
8,354
L55533
L
298.7
309.6
1,442
55.6
194
0
0
0
0
0
0
8,355
L55534
L
298.6
309.6
1,390
50.3
196
0
0
0
0
0
0
8,356
L55535
L
298.7
309.6
1,502
46.7
198
0
0
0
0
0
0
8,357
M23216
M
298.6
309.6
1,344
59.4
200
0
0
0
0
0
0
8,358
L55537
L
298.5
309.5
1,385
46.3
203
1
1
0
0
0
0
8,359
L55538
L
298.7
309.7
1,547
37.4
0
0
0
0
0
0
0
8,360
M23219
M
298.6
309.6
1,525
42.4
2
0
0
0
0
0
0
8,361
L55540
L
298.6
309.6
1,540
35.8
5
0
0
0
0
0
0
8,362
L55541
L
298.6
309.5
1,450
44.3
7
0
0
0
0
0
0
8,363
L55542
L
298.6
309.6
1,353
62.5
9
0
0
0
0
0
0
8,364
L55543
L
298.8
309.7
1,582
45
11
0
0
0
0
0
0
8,365
L55544
L
298.9
309.8
1,396
49
13
0
0
0
0
0
0
8,366
M23225
M
298.8
309.8
1,551
36.6
15
0
0
0
0
0
0
8,367
M23226
M
298.9
309.8
1,836
22.8
18
0
0
0
0
0
0
8,368
L55547
L
298.9
309.8
1,390
49.9
21
0
0
0
0
0
0
8,369
L55548
L
298.9
309.8
1,534
42.1
23
0
0
0
0
0
0
8,370
L55549
L
298.8
309.7
1,953
20.6
25
0
0
0
0
0
0
8,371
L55550
L
298.8
309.8
1,634
33.6
27
0
0
0
0
0
0
8,372
L55551
L
298.7
309.7
1,881
21.7
29
0
0
0
0
0
0
8,373
M23232
M
298.8
309.7
1,448
44.8
31
0
0
0
0
0
0
8,374
M23233
M
298.7
309.7
1,362
50.5
34
0
0
0
0
0
0
8,375
L55554
L
298.8
309.7
1,225
63.4
37
0
0
0
0
0
0
8,376
M23235
M
298.8
309.6
1,384
48.2
39
0
0
0
0
0
0
8,377
L55556
L
298.8
309.8
1,334
49.3
42
0
0
0
0
0
0
8,378
L55557
L
298.8
309.7
1,336
50.3
44
0
0
0
0
0
0
8,379
M23238
M
298.8
309.9
1,331
61.6
46
0
0
0
0
0
0
8,380
L55559
L
298.8
309.9
1,629
31.9
49
0
0
0
0
0
0
8,381
L55560
L
298.9
310
1,776
25.7
51
0
0
0
0
0
0
8,382
H37795
H
298.8
310
1,530
38.3
53
0
0
0
0
0
0
8,383
L55562
L
298.9
310
1,719
27.3
58
0
0
0
0
0
0
8,384
M23243
M
298.8
309.9
1,495
35.2
60
0
0
0
0
0
0
8,385
L55564
L
298.8
309.7
1,450
43.1
63
0
0
0
0
0
0
8,386
H37799
H
298.8
309.8
1,563
38.8
65
0
0
0
0
0
0
8,387
M23246
M
298.9
309.9
1,501
37.1
70
0
0
0
0
0
0
8,388
L55567
L
298.8
309.9
1,351
47.2
73
0
0
0
0
0
0
8,389
L55568
L
298.9
309.9
1,365
46.5
75
0
0
0
0
0
0
8,390
L55569
L
298.8
309.9
1,525
39.7
77
0
0
0
0
0
0
8,391
M23250
M
298.8
309.8
1,288
61.9
79
0
0
0
0
0
0
8,392
L55571
L
298.6
309.6
1,423
42.7
82
0
0
0
0
0
0
8,393
M23252
M
298.5
309.6
1,502
39.4
84
0
0
0
0
0
0
8,394
L55573
L
298.5
309.5
1,428
43.5
87
0
0
0
0
0
0
8,395
M23254
M
298.6
309.5
1,566
38.1
89
0
0
0
0
0
0
8,396
M23255
M
298.5
309.5
1,483
44.8
92
0
0
0
0
0
0
8,397
H37810
H
298.6
309.6
1,593
33.3
95
0
0
0
0
0
0
8,398
L55577
L
298.5
309.6
1,724
26.4
100
0
0
0
0
0
0
8,399
L55578
L
298.5
309.7
2,617
12.1
102
1
0
0
1
0
0
8,400
L55579
L
298.6
309.7
1,294
59.4
104
0
0
0
0
0
0